AI AGENT MARKETPLACE
Teams of agents that run your operation. Not chat about it.
Get started with pre-engineered templates for AI Assistants, AI Agents, and coordinated Agent Teams... ready to adapt to your plant, your data, and your operating envelope.
AGENT LIBRARY
Browse the marketplace.
54 templates across 9 industries. AI Assistants, AI Agents, and Agent Teams. More added each quarter.
Aeration Energy Optimisation Team
Target Outcome
AERATION ENERGY REDUCTION
10—20%
$60K–$240K annual savings · mid-size plants
Storm Flow Management Team
Target Outcome
ANNUAL CSO VOLUME
25% reduction
50% fewer permit exceedances · 85%+ storage utilisation
Chemical Dosing Optimisation Team
Target Outcome
CHEMICAL CONSUMPTION
10—15% reduction
$80K–$300K annual savings · 50 ML/d plant
Wet Weather Process Control Team
Target Outcome
STORM EFFLUENT EXCURSIONS
Zero
Biological recovery 2–5 days → under 2 days · zero clarifier blowouts
Agentic Downstream Oil & Gas Rotating Equipment Optimization Team
Target Outcome
UNPLANNED DOWNTIME
Significant Reduction
Proactive multi-objective intervention · compressors, pumps & turbines
Agentic Automation Team for Liner Analysis and Scheduling For Crushers in The Mining Industry
Target Outcome
CRUSHER DOWNTIME
Significant Reduction
Predictive scheduling · liner wear rate management
Autonomous Agentic AI Team for Advanced Predictive Maintenance
Target Outcome
UNPLANNED ASSET FAILURES
Significant Reduction
Predictive intervention ahead of failure · 100% compliance review
Autonomous Agentic AI Team For OEE Optimization In Manufacturing
Target Outcome
OVERALL EQUIPMENT EFFECTIVENESS
60—75% → Higher
Baseline 60—75% · improvement across all three OEE pillars
Autonomous Agentic AI Teams for Substation Operations
Target Outcome
EQUIPMENT UPTIME
10—20%
Improvement through predictive condition-based management
Autonomous Supply Chain Optimization Team
Target Outcome
EXCEPTION RESPONSE TIME
Hours → Minutes
Routine exceptions resolved in minutes · structured escalation for high-impact
Pharmaceutical Cold Chain Crisis Response Team
Target Outcome
CRISIS RESPONSE TIME
Hours → Minutes
Detection & initial response in minutes · GDP/cGMP audit-ready throughout
Autonomous Pharmaceutical CSTR Process Intelligence Team
Target Outcome
PROCESS YIELD & THROUGHPUT
Improved
Coordinated multi-variable CSTR optimization · improved batch consistency
Pump Predictive Maintenance Advisor
Target Outcome
UNPLANNED PUMP FAILURES
50% reduction
40% cut in emergency maintenance cost · 7–30 days early warning
Blower Predictive Maintenance Advisor
Target Outcome
BLOWER UNPLANNED FAILURES
Zero
Fleet efficiency within 2% of baseline · continuous monitoring
Storm Event Preparation Advisor
Target Outcome
OVER-PREPARATION COST
50% reduction
Zero under-preparation events · 24–72 hr advance brief
Permit Exceedance Predictive Advisor
Target Outcome
PERMIT EXCEEDANCES
Zero
Up to 8 hours early warning · ≥85% true-positive rate
Asset Lifecycle & Capital Planning Advisor
Target Outcome
CAPEX EFFICIENCY GAIN
15—25%
5-year forecast accuracy from ±30% to ±15% · condition-based
Agentic Anomaly Detection & Root Cause Analysis Agent
Target Outcome
ANOMALY DETECTION LEAD TIME
Hours—days early
Before production impact · automated causal reasoning
Agentic Compliance and Safety Officer Agent (Standards Guardian)
Target Outcome
POLICY COMPLIANCE RATE
99%
Continuous automated monitoring · 95% predicted incident prevention
Agentic Energy Management Agent (Efficiency Expert)
Target Outcome
ENERGY COST REDUCTION
Measurable reduction
Proactive load management · peak demand penalty avoidance
Agentic Equipment Monitoring Agent (Health Monitor)
Target Outcome
ANOMALY DETECTION LEAD TIME
70% earlier
vs threshold monitoring · 80% nuisance alarm reduction
Agentic Equipment Performance Agent (Availability Specialist)
Target Outcome
UNPLANNED DOWNTIME
Measurable reduction
Proactive condition-based interventions · extended asset life
Agentic Knowledge Synthesis & Decision Support Agent
Target Outcome
DECISION CYCLE TIME
Same-session
Synthesised multi-agent intelligence · OEE-aligned priorities
Agentic Maintenance Coordinator Agent (Predictive Maintenance Reliability Strategist)
Target Outcome
UNPLANNED DOWNTIME
Significant reduction
Emergency repairs cost 2—3x planned · condition-based prevention
REFERENCE DEPLOYMENT
What does a full build-out look like?
From data foundation to autonomous operations — four phases, progressive autonomy, and operator confidence built in sequence. Adaptable to any industry.
Progressive autonomy. Regulator comfort built in sequence. Ten templates. 24 months. Full coverage.
PRODUCTION-PROVEN
Not a concept. In production.
XMPro templates are deployed at Tier 1 mining, energy, and water operators — delivering measurable results across predictive maintenance, process optimisation, and agentic operations.
AUTONOMOUS OPERATIONS
Now pushing the frontier.
MAGS agents are achieving what no other industrial platform has demonstrated — sustained autonomous operations at enterprise scale.
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